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Yousif A. Saadoon

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Open access Aug 2026

LungMix-EMA: A Deep Learning Framework with Anatomy-Aware Augmentation for Pneumonia Detection in Chest X-Rays

The deep learning models which detect pneumonia through chest X-ray analysis show exceptional ability to differentiate between medical conditions yet the models experience problems with shortcut learning and their probability outputs lack accurate calibration. This study presents LungMix-EMA as an enhancement of anatom...

Riam H. Saffar, Yousif A. Saadoon · 0 citations

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